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The names of variables and functions serve as implicit documentation and are instrumental for program comprehension. But choosing good meaningful names is hard. We perform a sequence of experiments in which a total of 334 subjects are…

Software Engineering · Computer Science 2021-03-16 Dror G. Feitelson , Ayelet Mizrahi , Nofar Noy , Aviad Ben Shabat , Or Eliyahu , Roy Sheffer

Intermediate variables can be used to break complex expressions into more manageable smaller expressions, which may be easier to understand. But it is unclear when and whether this actually helps. We conducted an experiment in which…

Software Engineering · Computer Science 2021-03-23 Roee Cates , Nadav Yunik , Dror G. Feitelson

Naming is very important in software development, as names are often the only vehicle of meaning about what the code is intended to do. A recent study on how developers choose names collected the names given by different developers for the…

Software Engineering · Computer Science 2024-02-16 Rachel Alpern , Ido Lazer , Issar Tzachor , Hanit Hakim , Sapir Weissbuch , Dror G. Feitelson

Word vector representations are well developed tools for various NLP and Machine Learning tasks and are known to retain significant semantic and syntactic structure of languages. But they are prone to carrying and amplifying bias which can…

Computation and Language · Computer Science 2019-01-24 Sunipa Dev , Jeff Phillips

Given the growing ubiquity of emojis in language, there is a need for methods and resources that shed light on their meaning and communicative role. One conspicuous aspect of emojis is their use to convey affect in ways that may otherwise…

Computation and Language · Computer Science 2020-05-05 Abu Shoeb , Gerard de Melo

Program code contains functions, variables, and data structures that are represented by names. To promote human understanding, these names should describe the role and use of the code elements they represent. But the names given by…

Software Engineering · Computer Science 2022-09-08 Moshe Munk , Dror G. Feitelson

Comprehensibility of source code is strongly affected by identifier names, therefore software developers need to give good (e.g. meaningful but short) names to identifiers. On the other hand, giving a good name is sometimes a difficult and…

Software Engineering · Computer Science 2019-07-15 Hiroshi Yonai , Yasuhiro Hayase , Hiroyuki Kitagawa

Color naming in natural languages is not arbitrary: it reflects efficient partitions of perceptual color space modulated by the relative needs to communicate about different colors. These psychophysical and communicative constraints help…

Populations and Evolution · Quantitative Biology 2023-05-09 Colin R. Twomey , David H. Brainard , Joshua B. Plotkin

Sentiment classification typically relies on a large amount of labeled data. In practice, the availability of labels is highly imbalanced among different languages, e.g., more English texts are labeled than texts in any other languages,…

Information Retrieval · Computer Science 2019-03-26 Zhenpeng Chen , Sheng Shen , Ziniu Hu , Xuan Lu , Qiaozhu Mei , Xuanzhe Liu

Emojis and emoticons serve as non-verbal cues and are increasingly prevalent across various platforms, including Modern Code Review. These cues often carry emotive or instructive weight for developers. Our study dives into the utility of…

Software Engineering · Computer Science 2024-08-28 Sharif Ahmed , Nasir U. Eisty

We study regular expressions that use variables, or parameters, which are interpreted as alphabet letters. We consider two classes of languages denoted by such expressions: under the possibility semantics, a word belongs to the language if…

Formal Languages and Automata Theory · Computer Science 2015-03-19 Pablo Barceló , Leonid Libkin , Juan Reutter

Emojis have become ubiquitous in digital communication, due to their visual appeal as well as their ability to vividly convey human emotion, among other factors. The growing prominence of emojis in social media and other instant messaging…

Computation and Language · Computer Science 2021-01-05 Abu Awal Md Shoeb , Gerard de Melo

This paper presents an algorithm for enumerating biases in word embeddings. The algorithm exposes a large number of offensive associations related to sensitive features such as race and gender on publicly available embeddings, including a…

Computation and Language · Computer Science 2019-06-21 Nathaniel Swinger , Maria De-Arteaga , Neil Thomas Heffernan , Mark DM Leiserson , Adam Tauman Kalai

The frequent use of Emojis on social media platforms has created a new form of multimodal social interaction. Developing methods for the study and representation of emoji semantics helps to improve future multimodal communication systems.…

Computation and Language · Computer Science 2018-05-03 Francesco Barbieri , Luis Marujo , Pradeep Karuturi , William Brendel , Horacio Saggion

Unknowingly, identifiers in the source code of a software system play a vital role in determining the quality of the system. Ambiguous and confusing identifier names lead developers to not only misunderstand the behavior of the code but…

Software Engineering · Computer Science 2021-03-26 Anthony Peruma

The ability to identify and control different kinds of linguistic information encoded in vector representations of words has many use cases, especially for explainability and bias removal. This is usually done via a set of simple…

Computation and Language · Computer Science 2023-10-25 Tal Levy , Omer Goldman , Reut Tsarfaty

Identifier names, which comprise a significant portion of the codebase, are the cornerstone of effective program comprehension. However, research has shown that poorly chosen names can significantly increase cognitive load and hinder…

Software Engineering · Computer Science 2025-07-25 Carol Wong , Mai Abe , Silvia De Benedictis , Marissa Halim , Anthony Peruma

It is good practice to name test methods such that they are comprehensible to developers; they must be written in such a way that their purpose and functionality are clear to those who will maintain them. Unfortunately, there is little…

Software Engineering · Computer Science 2021-03-17 Anthony Peruma , Emily Hu , Jiajun Chen , Eman Abdullah Alomar , Mohamed Wiem Mkaouer , Christian D. Newman

Identifiers, such as method and variable names, form a large portion of source code. Therefore, low-quality identifiers can substantially hinder code comprehension. To support developers in using meaningful identifiers, several…

Software Engineering · Computer Science 2022-12-13 Antonio Mastropaolo , Emad Aghajani , Luca Pascarella , Gabriele Bavota

Emotion classification in text is a challenging task due to the processes involved when interpreting a textual description of a potential emotion stimulus. In addition, the set of emotion categories is highly domain-specific. For instance,…

Computation and Language · Computer Science 2024-03-08 Patrick Bareiß , Roman Klinger , Jeremy Barnes
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